Basel234

I read an interesting study on token reuse and caching of content
Siddhant Khare (AI Researcher) turned some of these findings into an audit trail where an independent oracle predicts reusable tokens from token identity and cache policy, the engine attests, the prompt path has to show the same work, and cached and no-cache runs must emit identical token arrays.
Basically, zero reuse from cold state and zero reuse from eviction get separate verdicts, and timing stays null rather than zero, since token-level control cannot prove latency savings.
The study confirmed that reuse follows the first c

Laguna S is an 118B mixture-of-experts model that activates only 8B parameters per token
This is definitely worth studying because Poolside took it from training start to launch in just eight weeks! Let that sink in

What matters for anyone shipping AI products like my team is the factory behind it, fewer than 70 researchers running 10,000 - 20,000 experiments / month, with an immutable data layer that lets them reproduce any past run.

I just ran a controlled experiment to quickly gauge the efficacy of off the shelf AI, and here is the result 💀
I was seeing this test and I’m surprised that on June 1, 2026, this is where we are at, we are still very, very early

Indonesian Rupiah ($IDR) Take Over!
@blockcircle Alpha Hunter has been detecting /IDR denominated tokens listings non-stop the past few hours; namely on the largest CEX @ (it partners already with @Tokocrypto) 👀